Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "121"
csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 121 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 247 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_
Found 229 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        antnum = row['Ant']
        if antnum != int(antenna):
            continue
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break

---------------------------------------------------------------------------
KeyError                                  Traceback (most recent call last)
~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3360             try:
-> 3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/_libs/index.pyx in pandas._libs.index.IndexEngine.get_loc()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

pandas/_libs/hashtable_class_helper.pxi in pandas._libs.hashtable.PyObjectHashTable.get_item()

KeyError: 'Ant'

The above exception was the direct cause of the following exception:

KeyError                                  Traceback (most recent call last)
/tmp/ipykernel_7399/3863632283.py in <module>
      8         # Add this day to the antenna
      9         row = df.loc[n]
---> 10         antnum = row['Ant']
     11         if antnum != int(antenna):
     12             continue

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in __getitem__(self, key)
    940 
    941         elif key_is_scalar:
--> 942             return self._get_value(key)
    943 
    944         if is_hashable(key):

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/series.py in _get_value(self, label, takeable)
   1049 
   1050         # Similar to Index.get_value, but we do not fall back to positional
-> 1051         loc = self.index.get_loc(label)
   1052         return self.index._get_values_for_loc(self, loc, label)
   1053 

~/anaconda/envs/RTP/lib/python3.7/site-packages/pandas/core/indexes/base.py in get_loc(self, key, method, tolerance)
   3361                 return self._engine.get_loc(casted_key)
   3362             except KeyError as err:
-> 3363                 raise KeyError(key) from err
   3364 
   3365         if is_scalar(key) and isna(key) and not self.hasnans:

KeyError: 'Ant'
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 121, Node 8:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459594 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.281369 -0.413458 3.215546 16.993414 0.271589 5.190575 2.180576 20.334957 0.7952 0.8133 0.2450 14.286687 15.089061
2459593 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.592001 1.445822 3.916562 19.712190 6.227062 3.722754 0.283879 13.795763 0.7507 0.7465 0.2441 7.550222 6.462479
2459592 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - 0.050694 -0.519383 -0.024379 3.349680 2.316390 0.524104 2.666889 1.840994 0.0336 0.0299 0.0007 nan nan
2459591 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.954101 3.733862 3.728946 22.359676 6.267104 2.316574 7.867231 17.208167 0.6874 0.6940 0.3545 10.367141 8.431782
2459590 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.210811 4.292203 4.227446 21.222275 5.408411 1.974114 2.588342 20.509619 0.6893 0.6929 0.3500 8.393548 6.810173
2459589 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.921582 2.806797 3.556605 19.398027 0.743379 4.986233 1.683477 16.843829 0.7266 0.7184 0.2752 8.136138 6.872545
2459588 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.555264 -0.134807 0.999639 23.498779 19.875728 3.592661 1.347743 9.310448 0.7919 0.7809 0.2102 12.939728 9.877839
2459587 RF_maintenance 100.00% - - - 100.00% 0.00% 1.951965 3.610018 1.224903 33.087227 5.525962 4.757571 10.005957 15.040839 nan nan nan 0.000000 0.000000
2459586 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 313.323650 311.560214 inf inf 10.418068 12.827718 196.196100 547.284430 nan nan nan 0.000000 0.000000
2459585 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 3.785497 18.177674 2.237787 9.047689 0.913686 7.441411 11.760158 7.858976 0.0359 0.0297 0.0014 0.000000 0.000000
2459584 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 15.051031 18.106009 5.660230 30.468528 14.398307 50.886473 9.620704 15.471607 0.6794 0.6652 0.3754 0.000000 0.000000
2459583 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459582 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.853481 3.908508 3.282692 20.607364 2.746748 3.450993 3.042168 11.894016 0.6881 0.6488 0.3859 4.721032 3.279558
2459581 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.592201 5.229855 3.588725 22.919591 5.833713 3.009427 3.768033 13.149438 0.6977 0.6594 0.3806 5.444108 3.369404
2459580 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 22.730241 19.962424 33.721237 37.214682 20.654006 24.022283 6.927747 1.557959 0.0669 0.0603 0.0059 0.000000 0.000000
2459579 RF_maintenance 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 2.427725 2.577025 10.120153 7.922869 6.911403 0.554547 3.128332 32.389508 0.6711 0.6912 0.3739 8.297902 5.934486
2459578 RF_maintenance 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459577 RF_maintenance 100.00% 0.00% 1.08% 0.00% 100.00% 0.00% 1.867732 3.802289 5.994305 6.068890 8.953533 0.783257 6.731419 20.522909 0.6877 0.6703 0.3730 6.000625 4.471660
2459576 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.113139 3.150443 5.788127 5.179411 7.063859 1.218818 0.191530 24.062795 0.7022 0.7165 0.3668 8.161341 6.576307
2459575 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.754142 1.174331 5.345546 4.774479 3.287524 3.080972 5.192611 7.892170 0.7543 0.7715 0.3290 12.241825 9.841789
2459574 RF_maintenance 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 2.673443 2.438818 5.540392 4.844602 8.075235 2.504631 1.191156 13.892149 0.6808 0.7122 0.3762 6.171329 4.960803
2459573 RF_maintenance 100.00% 1.08% 0.00% 0.00% 100.00% 0.00% 2.010573 2.457838 8.793480 8.216006 3.587105 0.356873 12.881270 26.409652 0.6658 0.7119 0.3790 5.571153 4.351749
2459572 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.399393 2.230997 5.402185 4.821480 3.947091 0.562252 10.180192 42.241548 0.6850 0.7180 0.3719 10.321784 7.129797
2459571 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.025476 3.987412 30.038830 17.902763 45.753063 115.907010 12.898703 135.674209 0.7058 0.7248 0.3752 nan nan
2459570 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.584092 10.799396 0.464451 14.102748 0.955465 6.748980 1.607054 29.163290 0.7098 0.7334 0.3445 0.000000 0.000000
2459569 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459566 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.963644 2.426011 6.883795 6.241542 5.379662 1.058339 12.565431 12.711235 0.6969 0.7050 0.3780 7.289940 4.995516
2459565 RF_maintenance 100.00% - - - 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459564 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.055318 2.364568 -0.610777 6.794013 -1.768961 0.299357 1.759062 13.888194 0.7121 0.7149 0.3729 4.248215 3.405818
2459563 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.350941 2.828488 15.477377 13.142137 4.845055 0.421151 10.583624 22.040427 0.7072 0.7132 0.3731 5.486639 4.163605
2459562 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.830667 1.820082 -1.174900 3.496874 -0.309736 0.837349 5.786061 14.297976 0.7078 0.7178 0.3700 3.782414 2.916153
2459561 RF_maintenance 100.00% 3.79% 78.37% 0.00% 100.00% 0.00% -0.208814 14.364293 -1.111075 11.039176 8.593459 71.925213 15.177758 16.677486 0.6792 0.2098 0.5103 3.690101 1.213712
2459560 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.186276 1.626988 -1.585932 3.236581 -1.329075 0.722016 13.566816 14.829124 0.7068 0.7133 0.3793 3.909243 3.019292
2459559 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.109315 1.769786 -1.087888 3.432750 -1.453173 0.539473 11.197105 14.799438 0.7081 0.7114 0.3686 3.463078 2.736080
2459558 RF_maintenance 100.00% 0.54% 0.00% 0.00% 100.00% 0.00% 2.707353 2.819923 6.970953 6.760530 8.621131 0.147829 11.070556 25.257112 0.7029 0.7118 0.3785 4.794665 3.563630
2459556 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.060339 3.127887 8.411512 7.365537 7.300855 1.453787 18.143182 51.289858 0.6933 0.7113 0.3775 4.194937 3.391299
2459554 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7067 0.7173 0.3782 nan nan
2459553 RF_maintenance - 0.00% 0.00% 0.00% - - nan nan nan nan nan nan nan nan 0.7067 0.7125 0.3773 nan nan
2459552 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.204495 2.953823 12.621288 12.079055 12.424405 0.502908 2.485364 22.286280 0.7166 0.7112 0.3635 10.284407 9.165477
2459551 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.022190 1.439269 -0.300993 5.077686 -2.359461 0.543524 -0.038135 20.108775 0.7039 0.7161 0.3687 3.828041 3.003280
2459550 RF_maintenance - 89.29% 89.29% 0.00% - - nan nan nan nan nan nan nan nan 0.2240 0.2184 0.0787 nan nan
2459549 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.037320 2.531896 9.288210 9.163220 8.050308 0.957670 -0.900474 26.254614 0.7084 0.7140 0.3792 4.587419 3.369736
2459542 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.446406 3.468698 18.560920 18.253879 -0.038881 -0.457959 -0.233572 20.310965 0.7523 0.7632 0.3393 4.268197 3.269912
2459541 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459540 RF_maintenance 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% nan nan inf inf nan nan nan nan nan nan nan 0.000000 0.000000
2459536 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.044227 4.778261 15.615549 15.076304 12.946369 3.979215 1.155998 40.785632 0.7203 0.7378 0.4031 7.846169 5.639193
2459535 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.910880 1.567201 0.754039 3.755971 -2.276735 1.519585 -0.079918 12.953352 0.7816 0.7836 0.3431 4.055621 3.064929
2459534 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.107591 1.382829 -0.210919 3.499386 -1.774863 1.367233 -0.292375 10.695248 0.7777 0.7712 0.3377 4.532170 3.584876
2459533 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.169843 3.472988 9.528806 8.071343 5.759444 1.187979 2.311975 28.409968 0.7036 0.7363 0.3899 4.055760 3.302516
2459532 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.736178 3.737007 12.609529 11.448140 8.239214 3.284141 -0.939584 22.895175 0.7350 0.7384 0.3734 5.698071 4.244287
2459530 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.335624 2.419364 -0.187664 3.552060 -2.313039 1.504157 -0.387106 13.859208 0.7355 0.7459 0.3795 4.979009 3.839889
2459527 RF_maintenance 0.00% - - - 100.00% 0.00% nan nan nan nan nan nan nan nan nan nan nan 0.000000 0.000000
2459524 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.433885 3.416433 9.998134 9.453556 19.132210 6.864156 -0.205828 9.680492 0.9119 0.9446 0.2766 0.000000 0.000000
2459523 RF_maintenance 100.00% - - - 100.00% 0.00% 2.963443 3.416848 13.473345 11.299098 6.479123 1.832018 -1.875954 26.161374 nan nan nan 7.376107 4.919815
2459522 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.610748 4.186910 12.684455 10.853698 4.599068 5.074096 -0.574119 31.648672 0.6921 0.7292 0.3193 4.304187 4.753710
2459513 RF_maintenance 100.00% 0.00% 0.00% 0.00% - - 4.755681 5.455024 28.334749 17.423191 14.756922 68.381689 5.184778 54.665654 0.8693 0.9089 0.2298 nan nan
2459508 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.223205 2.148767 5.722205 8.226853 6.503515 5.268256 5.090068 12.389267 0.9217 0.9594 0.1705 0.000000 0.000000
2459505 RF_maintenance 100.00% 21.05% 21.05% 0.00% 100.00% 0.00% 3.305119 3.479870 7.085195 13.149690 230.971781 219.631440 24.803747 31.952088 0.7447 0.7218 0.1450 19.594029 17.139352
2459503 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.071283 7.371291 8.456500 11.895744 14.484002 16.267877 4.068207 11.375368 0.8872 0.8866 0.4099 0.000000 0.000000
2459501 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.026275 5.873718 7.668929 8.798868 11.364420 7.693452 8.457381 7.279957 0.8878 0.9151 0.3627 0.000000 0.000000
2459500 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.654265 7.378512 6.220027 8.770201 9.511065 9.608362 6.812696 6.591212 0.8934 0.9109 0.3507 0.000000 0.000000
2459499 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.909947 8.417284 7.563534 11.011434 9.724763 10.349813 15.408487 14.478804 0.8935 0.9458 0.1642 0.000000 0.000000
2459498 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.405425 8.664823 6.971840 9.112918 8.865304 10.300493 11.012852 12.147915 0.9038 0.9138 0.3894 0.000000 0.000000
2459497 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.402700 10.708933 7.753820 9.896585 12.134643 13.022247 3.483833 7.723846 0.9178 0.9393 0.3090 0.000000 0.000000
2459496 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 8.265210 10.635828 6.982375 9.204372 10.420514 12.123574 1.770577 6.258563 0.8888 0.9067 0.3750 0.000000 0.000000
2459495 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.749413 8.248240 6.303418 8.431681 9.152382 10.121265 1.877438 8.469471 0.8841 0.9026 0.4155 0.000000 0.000000
2459494 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 7.572450 8.986559 7.101747 9.299438 10.013355 10.427584 4.661635 12.046430 0.8819 0.8966 0.4307 0.000000 0.000000
2459492 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.362074 6.452082 12.404993 11.522786 9.526570 3.199280 14.531241 44.295450 0.7537 0.8036 0.3374 0.000000 0.000000
2459491 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.342280 6.384541 13.403484 13.030974 13.349949 5.460609 2.626730 21.544449 0.7893 0.8158 0.2694 0.000000 0.000000
2459490 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 6.388389 6.887850 15.052924 13.309378 11.508044 2.465621 -1.278396 36.268999 0.7528 0.8055 0.3610 0.000000 0.000000
2459489 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.945999 6.523301 14.266726 12.416611 11.144439 2.928841 -0.042562 26.944713 0.7704 0.8118 0.3140 0.000000 0.000000
2459488 RF_maintenance 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 4.154543 5.779330 12.589466 10.351255 11.866409 2.350754 -1.526680 64.289862 0.7719 0.8138 0.3405 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 121: 2459792

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 18.087729 4.312771 6.549258 -0.626302 0.455241 -0.117226 0.715535 18.087729 14.709352

Antenna 121: 2459791

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 10.391509 3.537776 4.594781 0.020062 1.007093 -1.000532 -0.008872 10.391509 5.056890

Antenna 121: 2459790

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 25.019310 7.243922 5.043563 0.567895 -0.307183 0.181617 -0.832618 18.588259 25.019310

Antenna 121: 2459789

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 81.893623 6.185823 4.119813 1.428892 -0.159798 0.714545 -0.384842 44.529618 81.893623

Antenna 121: 2459788

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 35.743759 5.115719 3.377559 1.248530 -0.078694 1.701487 -0.320022 19.532938 35.743759

Antenna 121: 2459787

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 51.228489 3.552010 5.514506 -0.213915 0.559188 -0.211054 1.146326 51.228489 20.578494

Antenna 121: 2459786

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Temporal Discontinuties 37.436091 6.216758 4.512053 1.340774 -0.443608 1.327214 -0.080833 37.436091 32.598410

Antenna 121: 2459785

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 13.351592 5.681042 3.664077 1.105434 3.061148 -0.290934 -0.004531 10.432110 13.351592

Antenna 121: 2459784

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 9.667135 4.206590 6.177426 2.489512 1.284374 1.256535 0.469395 9.667135 6.137864

Antenna 121: 2459783

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 25.320822 5.594086 6.888069 0.796235 4.777161 0.509128 9.041226 16.208534 25.320822

Antenna 121: 2459782

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459781

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 6.326338 0.114664 0.295986 -0.476678 -1.171412 -3.159380 -0.768169 6.326338 5.784658

Antenna 121: 2459778

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 30.626382 4.788601 3.785338 0.503292 3.458394 -0.276802 6.513508 21.507531 30.626382

Antenna 121: 2459776

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 44.901956 3.412421 8.635266 3.461017 0.775235 4.789436 1.171505 38.823496 44.901956

Antenna 121: 2459763

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 10.921503 2.576325 7.275471 0.918479 7.273353 0.309044 0.934329 10.921503 9.738704

Antenna 121: 2459761

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 68.946755 9.612077 2.789084 11.279262 1.535485 9.397958 2.949618 47.433765 68.946755

Antenna 121: 2459760

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 99.166824 3.157473 9.407907 0.836531 13.164590 5.126384 5.420262 99.166824 87.756148

Antenna 121: 2459759

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 17.698762 0.268894 4.790303 0.189707 4.396413 0.431194 4.003610 17.698762 15.619432

Antenna 121: 2459758

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 39.189067 1.216208 7.141604 0.547311 7.689021 2.064249 4.225195 39.189067 26.828249

Antenna 121: 2459757

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 30.042041 4.384942 0.634486 6.188245 0.449063 5.039158 0.414596 23.089353 30.042041

Antenna 121: 2459755

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 30.149714 1.382656 6.828491 0.714459 6.927143 2.018161 3.095678 30.149714 29.194772

Antenna 121: 2459754

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 29.396746 0.888341 5.729151 -0.764343 6.479134 -0.809692 2.121311 4.913281 29.396746

Antenna 121: 2459753

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 39.454189 9.232513 1.199896 11.168706 -0.870771 6.848168 -1.226286 39.454189 4.023364

Antenna 121: 2459752

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 44.754444 2.912549 9.706860 0.551392 23.683539 -0.261002 36.897105 7.256119 44.754444

Antenna 121: 2459750

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 28.259475 2.468509 10.570611 1.557661 14.867072 1.715174 16.413887 28.259475 22.862736

Antenna 121: 2459749

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 33.292957 1.342689 7.338884 0.784714 7.154964 0.989464 2.708919 29.069253 33.292957

Antenna 121: 2459748

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 29.551348 1.341940 6.682534 0.917318 8.952305 3.224912 3.803028 29.330329 29.551348

Antenna 121: 2459747

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 53.105286 3.509168 3.348235 2.144323 0.940546 12.221376 7.185162 53.105286 48.323425

Antenna 121: 2459746

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 Not Found nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459745

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459744

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459743

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459742

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459741

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459740

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459738

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 55.494924 2.531427 7.473723 1.179194 20.735415 1.216249 11.123152 55.494924 49.513761

Antenna 121: 2459736

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459734

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 83.524586 3.994590 4.652344 1.626402 2.150675 15.715169 17.169215 41.515434 83.524586

Antenna 121: 2459733

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 66.538403 3.596347 3.833406 0.996366 2.506148 2.424172 4.875322 29.968723 66.538403

Antenna 121: 2459732

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 61.680203 4.695221 5.226996 1.419696 2.952863 2.621030 3.446839 29.210593 61.680203

Antenna 121: 2459731

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 35.806582 10.185272 3.806119 16.986828 1.133544 8.024471 0.984212 31.088766 35.806582

Antenna 121: 2459730

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 53.792038 3.940105 3.586402 2.423973 1.094635 2.760386 3.406309 53.792038 32.331228

Antenna 121: 2459728

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 46.049332 3.179951 3.574351 1.711728 2.074461 8.730505 10.419066 26.077854 46.049332

Antenna 121: 2459726

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459724

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 93.480408 2.952747 4.347465 1.456921 2.023018 13.274263 9.330383 46.588410 93.480408

Antenna 121: 2459723

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 52.873732 2.234000 3.127963 1.146386 1.723133 4.281730 2.106990 28.351954 52.873732

Antenna 121: 2459722

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Temporal Discontinuties 53.652243 3.652074 11.789254 1.605223 19.042255 1.047993 14.833810 50.017006 53.652243

Antenna 121: 2459720

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 25.486025 2.639233 1.986588 1.919483 1.450660 11.070228 13.183047 25.486025 24.944948

Antenna 121: 2459719

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 80.750463 2.063664 3.307604 1.207466 1.745252 12.313752 55.328498 44.877399 80.750463

Antenna 121: 2459718

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 102.413424 4.507057 2.469895 2.070706 2.350071 23.806460 31.199284 102.413424 56.571314

Antenna 121: 2459717

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 69.519897 4.420742 2.341259 1.395013 1.576057 7.161385 9.478328 69.519897 39.210839

Antenna 121: 2459716

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 92.656812 3.590356 2.009078 1.613662 1.346792 10.890401 14.321710 92.656812 52.311065

Antenna 121: 2459715

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Temporal Discontinuties 60.296574 2.765543 9.293099 0.900493 18.035338 0.241235 16.325396 36.383225 60.296574

Antenna 121: 2459713

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 69.986473 2.350665 4.646243 1.635147 1.942815 9.352438 7.346897 50.270332 69.986473

Antenna 121: 2459712

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok nn Power 20.054836 10.426450 1.764987 20.054836 1.338570 17.775041 0.649909 17.314266 5.938273

Antenna 121: 2459711

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 29.029335 0.070515 1.494808 0.424856 0.658019 6.035555 3.350078 17.277985 29.029335

Antenna 121: 2459710

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 digital_ok ee Temporal Discontinuties 46.678323 0.077349 1.773945 0.360930 0.979670 9.701701 7.917986 27.900892 46.678323

Antenna 121: 2459708

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 82.820476 2.270543 8.740104 0.829645 19.860763 0.553173 16.323376 64.018053 82.820476

Antenna 121: 2459707

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 21.066550 -0.824140 1.813971 0.778509 0.043444 0.581398 0.737773 21.066550 -0.786983

Antenna 121: 2459706

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 30.363267 -0.129368 5.446368 0.424480 1.222615 6.121475 0.286201 30.363267 -0.877884

Antenna 121: 2459705

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 63.253473 1.638886 21.083054 3.286149 4.354597 8.787861 -0.149511 63.253473 -1.164405

Antenna 121: 2459703

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Variability 28.789844 -0.507794 2.312108 -0.103462 3.509736 15.940818 28.789844 23.445580 28.443325

Antenna 121: 2459702

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 57.211749 1.281169 3.366841 -0.740811 11.979153 1.111805 6.129398 57.211749 41.121441

Antenna 121: 2459701

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 36.594637 3.715300 1.682963 6.762896 -0.082612 5.122882 1.504832 31.805255 36.594637

Antenna 121: 2459697

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459696

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459695

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance ee Temporal Discontinuties 29.248922 14.246320 14.246320 13.959233 13.959233 14.624211 14.624211 29.248922 29.248922

Antenna 121: 2459694

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 N08 RF_maintenance nn Temporal Discontinuties 32.688442 7.278433 1.496981 9.426902 -0.428339 8.238109 -0.948856 32.688442 14.502590

Antenna 121: 2459693

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 25.928513 -0.031807 2.718814 2.463597 13.038748 2.345992 10.653498 3.602412 25.928513

Antenna 121: 2459692

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance ee Temporal Variability 17.734936 2.293498 1.040682 -0.011597 6.838734 17.734936 5.247345 1.762900 11.361769

Antenna 121: 2459691

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 66.889738 1.593548 3.678173 -0.830270 12.768372 0.860787 2.480095 61.599434 66.889738

Antenna 121: 2459690

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 105.660593 2.058680 3.694309 -0.352360 13.207996 2.568370 2.540826 45.066052 105.660593

Antenna 121: 2459689

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 53.824314 2.313933 3.685202 0.454278 9.614475 0.541366 8.962713 38.901419 53.824314

Antenna 121: 2459688

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 121: 2459687

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Shape nan nan nan inf inf nan nan nan nan

Antenna 121: 2459686

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 14.245932 3.315924 1.737504 8.796668 -0.332579 4.475871 0.371958 14.245932 9.934702

Antenna 121: 2459685

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 14.449277 3.657541 1.733111 8.455107 -0.335211 3.229661 0.016304 14.449277 5.823562

Antenna 121: 2459684

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 17.065493 2.086177 4.035654 -0.389893 10.835403 0.925309 3.098281 16.637007 17.065493

Antenna 121: 2459676

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 47.702391 4.223094 1.929982 13.702291 -0.038418 4.300151 0.478719 47.702391 22.741455

Antenna 121: 2459675

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 40.434127 1.684184 3.863195 -0.607228 10.774200 1.434603 6.420503 19.310986 40.434127

Antenna 121: 2459674

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 37.842276 4.241113 2.136773 11.093580 -0.759710 1.944277 1.677657 37.842276 14.872380

Antenna 121: 2459673

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 35.394479 2.181863 6.583391 -0.330807 11.748680 -0.725609 13.350025 20.538199 35.394479

Antenna 121: 2459672

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 18.029932 3.272085 1.723073 11.498599 -0.584721 2.907721 1.129458 18.029932 11.908505

Antenna 121: 2459671

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 41.946118 3.801428 2.374571 10.104596 -0.466529 8.420124 0.035605 41.946118 17.875628

Antenna 121: 2459670

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance ee Shape nan nan nan nan nan nan nan nan nan

Antenna 121: 2459669

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance ee Temporal Discontinuties 43.702217 3.262195 -0.748136 4.940713 -0.024556 0.662093 1.264318 20.382912 43.702217

Antenna 121: 2459668

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 39.029204 1.694801 4.598027 -0.542226 12.463548 -0.361157 14.597814 15.087541 39.029204

Antenna 121: 2459665

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 76.460951 2.031399 4.021970 -0.376308 11.273481 0.494841 2.474375 47.428860 76.460951

Antenna 121: 2459664

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 2.959753 -0.801605 -0.281587 1.187332 1.985583 -0.482445 -0.513659 0.740778 2.959753

Antenna 121: 2459663

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 61.997727 5.851563 1.620586 19.367934 1.200089 22.576587 25.764806 61.997727 45.023242

Antenna 121: 2459662

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 20.025413 1.976184 3.615092 0.376792 4.067598 0.977460 2.829422 10.267927 20.025413

Antenna 121: 2459661

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 19.814935 4.765360 1.940205 14.307612 -0.142698 9.644844 -0.558903 19.814935 4.404456

Antenna 121: 2459660

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 32.683861 1.669839 3.639073 -0.315136 13.530440 0.289288 12.610702 14.291371 32.683861

Antenna 121: 2459659

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 72.258956 4.042480 1.747306 11.003472 -0.575521 11.268551 0.145141 72.258956 31.520064

Antenna 121: 2459658

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 75.977727 4.553903 0.375593 9.239150 1.584214 7.644794 1.515291 75.977727 2.833672

Antenna 121: 2459657

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 36.978125 3.885956 2.817000 12.439195 -0.096961 8.555862 0.361112 36.978125 20.446052

Antenna 121: 2459656

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 69.567212 4.273597 2.728631 8.621130 -0.705290 8.460419 0.200392 69.567212 61.038994

Antenna 121: 2459655

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance ee Temporal Discontinuties 43.513847 -0.243820 4.182825 0.137720 4.704756 2.428029 1.732817 43.513847 14.152455

Antenna 121: 2459653

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 26.261621 4.554270 0.738917 8.797718 2.228969 8.854913 3.152293 26.261621 0.293503

Antenna 121: 2459652

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
121 8 RF_maintenance nn Temporal Discontinuties 41.305166 4.620448 6.229912 11.584413 13.270833 12.831418 10.800538 -0.894213 41.305166